Latest updates for Automated Reasoning

Fresh curated links around Automated reasoning are collected here so marketers can spot useful updates and turn timely ideas into posts faster.

Recent items include:

  • DeepSeek V4 Powers Goedel-Architect: 500x Cost Advantage in Formal Theorem Proving
  • Reasoning With a 3 Billion-Parameter Model
  • ARES: Cut LLM Agent Reasoning Costs 52% Per Step

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pandaily.com /1 week ago

DeepSeek V4 Powers Goedel-Architect: 500x Cost Advantage in Formal Theorem Proving

A research team from Princeton University's Language and Intelligence Lab (PLI) has published a groundbreaking paper on Goedel-Architect, an agent framework for formal theorem prov...

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medium.com /1 day ago

Reasoning With a 3 Billion-Parameter Model

Exploration of a small, specialized model that delivers reasoning on verifiable tasks.Continue reading on Coding Nexus »

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dev.to /4 weeks ago

ARES: Cut LLM Agent Reasoning Costs 52% Per Step

Agentic tasks are expensive because most steps don't need heavy reasoning. Opening a URL, clicking a button, or reading a form field requires almost no chain-of-thought. But if you...

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techcrunch.com /4 weeks ago

OpenAI claims it solved an 80-year-old math problem — for real this time

OpenAI claims its reasoning model disproved a geometry conjecture unsolved since 1946 — and this time, the mathematicians who exposed its last embarrassing claim are backing it up.

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backreaction.blogspot.com /2 days ago

Maths is Cooked: AI's Latest Breakthrough -- And What's Next

As AI continues to improve its reasoning abilities, mathematicians are increasingly worried about the computer algorithms replacing them. In late May, those fears got even worse wh...

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medium.com /1 month ago

From Retrieval to Reasoning: Designing Self-Extending Knowledge Systems for Enterprise AI

Most AI systems retrieve information. The next generation of enterprise AI systems will continuously evolve, expand organisational…Continue reading on Medium »

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scientificamerican.com /1 month ago

‘Sensational’ proof topples decades-old geometry problem

The sudden resolution of a well-known conjecture highlights the growing adoption of AI as an assistant in high-level mathematics

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venturebeat.com /3 weeks ago

Researchers automated LLM reasoning strategy design and cut token usage by 69.5%

Test-time scaling (TTS) has emerged as a proven method to improve the performance of large language models in real-world applications by giving them extra compute cycles at inferen...

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venturebeat.com /1 month ago

How to build custom reasoning agents with a fraction of the compute

Training AI reasoning models demands resources that most enterprise teams do not have. Engineering teams are often forced to choose between distilling knowledge from large, expensi...

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habr.com /3 weeks ago

Reasoning-модели сломали мой промпт-инжиниринг. Год переучиваюсь

Вторник, час ночи. Закидываю в GPT-5.5 свой проверенный шаблон с развёрнутым CoT, тремя few-shot, ролью «опытный аналитик». Получаю мусор. Удаляю весь промпт, пишу из трёх строк —...

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cryptobriefing.com /3 weeks ago

Google DeepMind’s AlphaProof Nexus solves 9 Erdős problems and proves 44 sequence conjectures

AI-driven formal verification could revolutionize fields like cryptography and software auditing by making proof validation more efficient and cost-effective. The post Google DeepM...

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dzone.com /1 month ago

ARC: The Architecture for Reasoning Control

Three Lessons from an AI Makeathon I recently participated in a makeathon focused on building AI-powered applications. Over 2–3 intense days, I watched teams go from idea to demo —...

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dzone.com /1 week ago

Engineering Closed-Loop Graph-RAG Systems, Part 1: From Retrieval to Reasoning

This article is part 1 of a 4-part series on 'Engineering Closed-Loop Graph-RAG Systems.' Most teams don't have a knowledge graph at first. They just have a bunch of documents, a...

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simplilearn.com /1 month ago

Propotional Logic in AI: A Complete Guide | Simplilearn

TL;DR: Propositional logic represents facts as true or false statements and connects them with AND, OR, NOT, IF-THEN, and IFF. It forms the foundation for how AI systems store know...

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martinfowler.com /3 days ago

Building Reliable Agentic AI Systems

One of the most interesting projects my colleagues have done with LLMs has been building a system with Bayer to allow pharmaceutical researchers to query decades of inf...

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legaltechdaily.com /2 weeks ago

Microsoft’s first reasoning model arrives with a provenance pitch aimed at compliance teams

Editor’s Note: Training-data provenance has become a productized sales argument in enterprise AI, and Microsoft moved early and explicitly to make it one. At Build 2026 in San Fran...

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gizmodo.com /2 weeks ago

An OpenAI Model ‘Disproved’ a Famous Math Conjecture. This Mathematician Couldn’t Leave It Alone

Mathematician Will Sawin discusses his experience reviewing and refining a mathematical proof devised by OpenAI's internal model—and what that could mean for mathematics.

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johndcook.com /1 week ago

Solving a chess puzzle with Claude and Prolog

Prolog is the original logic programming language. The name comes from programming in logic. More specifically, the name comes from programmation en logique because the inventor of...

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scientificamerican.com /4 weeks ago

AI just solved an 80-year-old ‘Erdős problem,’ and mathematicians are amazed

A chatbot’s result for the 80-year-old “unit distance” conjecture is the first AI proof that would likely be published in math’s top journal if humans had done it alone

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newscientist.com /4 weeks ago

Mathematicians stunned by AI's biggest breakthrough in mathematics yet

Artificial intelligence built by OpenAI has cracked a decades-old conjecture by Paul Erdős, which mathematicians have hailed as a monumental moment for AI in mathematics

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johndcook.com /1 week ago

Formally proving a calculation with Claude and Lean

I ran an experiment today to see whether Claude [1] could generate Lean code to prove a calculation at the bottom of this post, six lines of calculus. I started with this prompt Th...

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pandaily.com /1 month ago

LaST-R1: New Physical Reasoning Paradigm Achieves 99.9% Success Rate on LIBERO Benchmark

A joint research from Simplexity Robotics, Peking University, and CUHK proposes LaST-R1, a new embodied AI paradigm that achieves 99.9% success on LIBERO benchmark — 22.5% higher t...

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marginalrevolution.com /4 weeks ago

The AIs are “One of Us”

A general purpose AI model from OpenAI has produced a (dis)proof of an important conjecture. Tim Gowers writes: AI has now solved a major open problem — one of the best known Erdos...

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javacodegeeks.com /1 month ago

Spring AI Explainable Agents: Capture LLM Tool Call Reasoning

Explainable AI agents aim to make the decision-making process of large language models (LLMs) transparent, especially when tools are invoked during a conversation. In modern agenti...

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marginalrevolution.com

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cryptobriefing.com

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dev.to

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